Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 3669 |
| Missing cells | 21 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 1272 |
| Duplicate rows (%) | 34.7% |
| Total size in memory | 688.1 KiB |
| Average record size in memory | 192.0 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 4 |
| Dataset has 1272 (34.7%) duplicate rows | Duplicates |
BILL_AMT1 is highly overall correlated with BILL_AMT2 and 10 other fields | High correlation |
BILL_AMT2 is highly overall correlated with BILL_AMT1 and 11 other fields | High correlation |
BILL_AMT3 is highly overall correlated with BILL_AMT1 and 14 other fields | High correlation |
BILL_AMT4 is highly overall correlated with BILL_AMT1 and 13 other fields | High correlation |
BILL_AMT5 is highly overall correlated with BILL_AMT1 and 14 other fields | High correlation |
BILL_AMT6 is highly overall correlated with BILL_AMT1 and 13 other fields | High correlation |
EDUCATION is highly overall correlated with MARRIAGE and 1 other fields | High correlation |
MARRIAGE is highly overall correlated with EDUCATION and 1 other fields | High correlation |
PAY_0 is highly overall correlated with PAY_2 | High correlation |
PAY_2 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_3 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_4 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_5 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_6 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_AMT1 is highly overall correlated with BILL_AMT1 and 3 other fields | High correlation |
PAY_AMT2 is highly overall correlated with BILL_AMT3 and 7 other fields | High correlation |
PAY_AMT3 is highly overall correlated with BILL_AMT2 and 9 other fields | High correlation |
PAY_AMT4 is highly overall correlated with BILL_AMT3 and 7 other fields | High correlation |
PAY_AMT5 is highly overall correlated with BILL_AMT5 and 5 other fields | High correlation |
PAY_AMT6 is highly overall correlated with BILL_AMT3 and 7 other fields | High correlation |
SEX is highly overall correlated with EDUCATION and 1 other fields | High correlation |
MARRIAGE is highly imbalanced (52.2%) | Imbalance |
PAY_AMT3 is highly skewed (γ1 = 28.75821047) | Skewed |
PAY_0 has 1741 (47.5%) zeros | Zeros |
PAY_2 has 1901 (51.8%) zeros | Zeros |
PAY_3 has 1875 (51.1%) zeros | Zeros |
PAY_4 has 1995 (54.4%) zeros | Zeros |
PAY_5 has 1996 (54.4%) zeros | Zeros |
PAY_6 has 1879 (51.2%) zeros | Zeros |
BILL_AMT1 has 244 (6.7%) zeros | Zeros |
BILL_AMT2 has 328 (8.9%) zeros | Zeros |
BILL_AMT3 has 384 (10.5%) zeros | Zeros |
BILL_AMT4 has 424 (11.6%) zeros | Zeros |
BILL_AMT5 has 460 (12.5%) zeros | Zeros |
BILL_AMT6 has 532 (14.5%) zeros | Zeros |
PAY_AMT1 has 667 (18.2%) zeros | Zeros |
PAY_AMT2 has 708 (19.3%) zeros | Zeros |
PAY_AMT3 has 798 (21.7%) zeros | Zeros |
PAY_AMT4 has 808 (22.0%) zeros | Zeros |
PAY_AMT5 has 827 (22.5%) zeros | Zeros |
PAY_AMT6 has 949 (25.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-15 01:44:19.819936 |
|---|---|
| Analysis finished | 2023-12-15 01:45:06.337529 |
| Duration | 46.52 seconds |
| Software version | ydata-profiling vv4.6.3 |
| Download configuration | config.json |
LIMIT_BAL
Real number (ℝ)
| Distinct | 62 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 166284.08 |
| Minimum | 10000 |
|---|---|
| Maximum | 1000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 230000 |
| 95-th percentile | 420000 |
| Maximum | 1000000 |
| Range | 990000 |
| Interquartile range (IQR) | 180000 |
Descriptive statistics
| Standard deviation | 129512.16 |
|---|---|
| Coefficient of variation (CV) | 0.77886083 |
| Kurtosis | 1.0085552 |
| Mean | 166284.08 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 1.0735486 |
| Sum | 6.0993 × 108 |
| Variance | 1.6773398 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50000 | 453 | 12.3% |
| 20000 | 236 | 6.4% |
| 30000 | 191 | 5.2% |
| 200000 | 182 | 5.0% |
| 80000 | 165 | 4.5% |
| 180000 | 135 | 3.7% |
| 360000 | 122 | 3.3% |
| 100000 | 118 | 3.2% |
| 140000 | 117 | 3.2% |
| 150000 | 115 | 3.1% |
| Other values (52) | 1834 |
| Value | Count | Frequency (%) |
| 10000 | 53 | 1.4% |
| 20000 | 236 | |
| 30000 | 191 | |
| 40000 | 30 | 0.8% |
| 50000 | 453 | |
| 60000 | 98 | 2.7% |
| 70000 | 91 | 2.5% |
| 80000 | 165 | 4.5% |
| 90000 | 96 | 2.6% |
| 100000 | 118 | 3.2% |
| Value | Count | Frequency (%) |
| 1000000 | 1 | < 0.1% |
| 700000 | 2 | 0.1% |
| 680000 | 2 | 0.1% |
| 670000 | 2 | 0.1% |
| 630000 | 5 | |
| 620000 | 2 | 0.1% |
| 610000 | 2 | 0.1% |
| 600000 | 3 | |
| 580000 | 5 | |
| 550000 | 2 | 0.1% |
SEX
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.8 KiB |
| female | |
|---|---|
| male | |
| SEX | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.1608068 |
| Min length | 3 |
Characters and Unicode
| Total characters | 18935 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | female |
|---|---|
| 2nd row | female |
| 3rd row | female |
| 4th row | female |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| female | 2130 | |
| male | 1538 | |
| SEX | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 2130 | |
| male | 1538 | |
| sex | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5798 | |
| m | 3668 | |
| a | 3668 | |
| l | 3668 | |
| f | 2130 | 11.2% |
| S | 1 | < 0.1% |
| E | 1 | < 0.1% |
| X | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18932 | |
| Uppercase Letter | 3 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5798 | |
| m | 3668 | |
| a | 3668 | |
| l | 3668 | |
| f | 2130 | 11.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1 | |
| E | 1 | |
| X | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18935 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5798 | |
| m | 3668 | |
| a | 3668 | |
| l | 3668 | |
| f | 2130 | 11.2% |
| S | 1 | < 0.1% |
| E | 1 | < 0.1% |
| X | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18935 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5798 | |
| m | 3668 | |
| a | 3668 | |
| l | 3668 | |
| f | 2130 | 11.2% |
| S | 1 | < 0.1% |
| E | 1 | < 0.1% |
| X | 1 | < 0.1% |
EDUCATION
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.8 KiB |
| university | |
|---|---|
| graduate school | |
| high school | |
| other | 27 |
| EDUCATION | 1 |
Length
| Max length | 15 |
|---|---|
| Median length | 11 |
| Mean length | 12.034614 |
| Min length | 5 |
Characters and Unicode
| Total characters | 44155 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | university |
|---|---|
| 2nd row | university |
| 3rd row | university |
| 4th row | university |
| 5th row | university |
Common Values
| Value | Count | Frequency (%) |
| university | 1644 | |
| graduate school | 1401 | |
| high school | 596 | 16.2% |
| other | 27 | 0.7% |
| EDUCATION | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| school | 1997 | |
| university | 1644 | |
| graduate | 1401 | |
| high | 596 | 10.5% |
| other | 27 | 0.5% |
| education | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 4021 | 9.1% |
| i | 3884 | 8.8% |
| s | 3641 | 8.2% |
| h | 3216 | 7.3% |
| e | 3072 | 7.0% |
| r | 3072 | 7.0% |
| t | 3072 | 7.0% |
| u | 3045 | 6.9% |
| a | 2802 | 6.3% |
| 1997 | 4.5% | |
| Other values (16) | 12333 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 42149 | |
| Space Separator | 1997 | 4.5% |
| Uppercase Letter | 9 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 4021 | 9.5% |
| i | 3884 | 9.2% |
| s | 3641 | 8.6% |
| h | 3216 | 7.6% |
| e | 3072 | 7.3% |
| r | 3072 | 7.3% |
| t | 3072 | 7.3% |
| u | 3045 | 7.2% |
| a | 2802 | 6.6% |
| l | 1997 | 4.7% |
| Other values (6) | 10327 |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 1 | |
| D | 1 | |
| U | 1 | |
| C | 1 | |
| A | 1 | |
| T | 1 | |
| I | 1 | |
| O | 1 | |
| N | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 1997 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 42158 | |
| Common | 1997 | 4.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 4021 | 9.5% |
| i | 3884 | 9.2% |
| s | 3641 | 8.6% |
| h | 3216 | 7.6% |
| e | 3072 | 7.3% |
| r | 3072 | 7.3% |
| t | 3072 | 7.3% |
| u | 3045 | 7.2% |
| a | 2802 | 6.6% |
| l | 1997 | 4.7% |
| Other values (15) | 10336 |
Common
| Value | Count | Frequency (%) |
| 1997 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44155 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 4021 | 9.1% |
| i | 3884 | 8.8% |
| s | 3641 | 8.2% |
| h | 3216 | 7.3% |
| e | 3072 | 7.0% |
| r | 3072 | 7.0% |
| t | 3072 | 7.0% |
| u | 3045 | 6.9% |
| a | 2802 | 6.3% |
| 1997 | 4.5% | |
| Other values (16) | 12333 |
MARRIAGE
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.8 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 54 |
| 0 | 10 |
| MARRIAGE | 1 |
Length
| Max length | 8 |
|---|---|
| Median length | 1 |
| Mean length | 1.0019079 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3676 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 2045 | |
| 1 | 1559 | |
| 3 | 54 | 1.5% |
| 0 | 10 | 0.3% |
| MARRIAGE | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 2045 | |
| 1 | 1559 | |
| 3 | 54 | 1.5% |
| 0 | 10 | 0.3% |
| marriage | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 2045 | |
| 1 | 1559 | |
| 3 | 54 | 1.5% |
| 0 | 10 | 0.3% |
| A | 2 | 0.1% |
| R | 2 | 0.1% |
| M | 1 | < 0.1% |
| I | 1 | < 0.1% |
| G | 1 | < 0.1% |
| E | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3668 | |
| Uppercase Letter | 8 | 0.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 2 | |
| R | 2 | |
| M | 1 | |
| I | 1 | |
| G | 1 | |
| E | 1 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2045 | |
| 1 | 1559 | |
| 3 | 54 | 1.5% |
| 0 | 10 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3668 | |
| Latin | 8 | 0.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 2 | |
| R | 2 | |
| M | 1 | |
| I | 1 | |
| G | 1 | |
| E | 1 |
Common
| Value | Count | Frequency (%) |
| 2 | 2045 | |
| 1 | 1559 | |
| 3 | 54 | 1.5% |
| 0 | 10 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3676 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 2045 | |
| 1 | 1559 | |
| 3 | 54 | 1.5% |
| 0 | 10 | 0.3% |
| A | 2 | 0.1% |
| R | 2 | 0.1% |
| M | 1 | < 0.1% |
| I | 1 | < 0.1% |
| G | 1 | < 0.1% |
| E | 1 | < 0.1% |
AGE
Real number (ℝ)
| Distinct | 52 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.354144 |
| Minimum | 21 |
|---|---|
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 75 |
| Range | 54 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.4381712 |
|---|---|
| Coefficient of variation (CV) | 0.26696082 |
| Kurtosis | 0.23723543 |
| Mean | 35.354144 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.80637489 |
| Sum | 129679 |
| Variance | 89.079075 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 214 | 5.8% |
| 27 | 185 | 5.0% |
| 30 | 174 | 4.7% |
| 26 | 158 | 4.3% |
| 24 | 155 | 4.2% |
| 32 | 152 | 4.1% |
| 34 | 151 | 4.1% |
| 28 | 147 | 4.0% |
| 31 | 145 | 4.0% |
| 35 | 135 | 3.7% |
| Other values (42) | 2052 |
| Value | Count | Frequency (%) |
| 21 | 7 | 0.2% |
| 22 | 90 | |
| 23 | 124 | |
| 24 | 155 | |
| 25 | 131 | |
| 26 | 158 | |
| 27 | 185 | |
| 28 | 147 | |
| 29 | 214 | |
| 30 | 174 |
| Value | Count | Frequency (%) |
| 75 | 2 | 0.1% |
| 73 | 2 | 0.1% |
| 72 | 1 | < 0.1% |
| 71 | 1 | < 0.1% |
| 70 | 2 | 0.1% |
| 67 | 5 | |
| 66 | 6 | |
| 65 | 2 | 0.1% |
| 64 | 1 | < 0.1% |
| 63 | 4 |
PAY_0
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00081788441 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 1741 |
| Zeros (%) | 47.5% |
| Negative | 1061 |
| Negative (%) | 28.9% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.130073 |
|---|---|
| Coefficient of variation (CV) | 1381.7026 |
| Kurtosis | 6.1231377 |
| Mean | 0.00081788441 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.1940289 |
| Sum | 3 |
| Variance | 1.2770651 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1741 | |
| -1 | 786 | |
| 1 | 495 | 13.5% |
| 2 | 327 | 8.9% |
| -2 | 275 | 7.5% |
| 3 | 25 | 0.7% |
| 4 | 9 | 0.2% |
| 8 | 9 | 0.2% |
| 7 | 1 | < 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 275 | 7.5% |
| -1 | 786 | |
| 0 | 1741 | |
| 1 | 495 | 13.5% |
| 2 | 327 | 8.9% |
| 3 | 25 | 0.7% |
| 4 | 9 | 0.2% |
| 7 | 1 | < 0.1% |
| 8 | 9 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 9 | 0.2% |
| 7 | 1 | < 0.1% |
| 4 | 9 | 0.2% |
| 3 | 25 | 0.7% |
| 2 | 327 | 8.9% |
| 1 | 495 | 13.5% |
| 0 | 1741 | |
| -1 | 786 | |
| -2 | 275 | 7.5% |
PAY_2
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13631407 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 1901 |
| Zeros (%) | 51.8% |
| Negative | 1229 |
| Negative (%) | 33.5% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2071782 |
|---|---|
| Coefficient of variation (CV) | -8.8558594 |
| Kurtosis | 3.1275791 |
| Mean | -0.13631407 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0287184 |
| Sum | -500 |
| Variance | 1.4572792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1901 | |
| -1 | 787 | |
| 2 | 487 | 13.3% |
| -2 | 442 | 12.0% |
| 3 | 31 | 0.8% |
| 7 | 9 | 0.2% |
| 4 | 4 | 0.1% |
| 1 | 3 | 0.1% |
| 5 | 2 | 0.1% |
| 6 | 2 | 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 442 | 12.0% |
| -1 | 787 | |
| 0 | 1901 | |
| 1 | 3 | 0.1% |
| 2 | 487 | 13.3% |
| 3 | 31 | 0.8% |
| 4 | 4 | 0.1% |
| 5 | 2 | 0.1% |
| 6 | 2 | 0.1% |
| 7 | 9 | 0.2% |
| Value | Count | Frequency (%) |
| 7 | 9 | 0.2% |
| 6 | 2 | 0.1% |
| 5 | 2 | 0.1% |
| 4 | 4 | 0.1% |
| 3 | 31 | 0.8% |
| 2 | 487 | 13.3% |
| 1 | 3 | 0.1% |
| 0 | 1901 | |
| -1 | 787 | |
| -2 | 442 | 12.0% |
PAY_3
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1540349 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 1875 |
| Zeros (%) | 51.1% |
| Negative | 1272 |
| Negative (%) | 34.7% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2546038 |
|---|---|
| Coefficient of variation (CV) | -8.1449321 |
| Kurtosis | 4.1195494 |
| Mean | -0.1540349 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2639102 |
| Sum | -565 |
| Variance | 1.5740306 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1875 | |
| -1 | 797 | |
| -2 | 475 | 12.9% |
| 2 | 468 | 12.8% |
| 4 | 14 | 0.4% |
| 3 | 11 | 0.3% |
| 7 | 10 | 0.3% |
| 6 | 9 | 0.2% |
| 5 | 6 | 0.2% |
| 1 | 3 | 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 475 | 12.9% |
| -1 | 797 | |
| 0 | 1875 | |
| 1 | 3 | 0.1% |
| 2 | 468 | 12.8% |
| 3 | 11 | 0.3% |
| 4 | 14 | 0.4% |
| 5 | 6 | 0.2% |
| 6 | 9 | 0.2% |
| 7 | 10 | 0.3% |
| Value | Count | Frequency (%) |
| 7 | 10 | 0.3% |
| 6 | 9 | 0.2% |
| 5 | 6 | 0.2% |
| 4 | 14 | 0.4% |
| 3 | 11 | 0.3% |
| 2 | 468 | 12.8% |
| 1 | 3 | 0.1% |
| 0 | 1875 | |
| -1 | 797 | |
| -2 | 475 | 12.9% |
PAY_4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.25436205 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 1995 |
| Zeros (%) | 54.4% |
| Negative | 1291 |
| Negative (%) | 35.2% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.183663 |
|---|---|
| Coefficient of variation (CV) | -4.6534576 |
| Kurtosis | 4.7005083 |
| Mean | -0.25436205 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2605956 |
| Sum | -933 |
| Variance | 1.4010581 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1995 | |
| -1 | 753 | 20.5% |
| -2 | 538 | 14.7% |
| 2 | 322 | 8.8% |
| 3 | 29 | 0.8% |
| 5 | 12 | 0.3% |
| 4 | 9 | 0.2% |
| 7 | 9 | 0.2% |
| 6 | 1 | < 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 538 | 14.7% |
| -1 | 753 | 20.5% |
| 0 | 1995 | |
| 2 | 322 | 8.8% |
| 3 | 29 | 0.8% |
| 4 | 9 | 0.2% |
| 5 | 12 | 0.3% |
| 6 | 1 | < 0.1% |
| 7 | 9 | 0.2% |
| Value | Count | Frequency (%) |
| 7 | 9 | 0.2% |
| 6 | 1 | < 0.1% |
| 5 | 12 | 0.3% |
| 4 | 9 | 0.2% |
| 3 | 29 | 0.8% |
| 2 | 322 | 8.8% |
| 0 | 1995 | |
| -1 | 753 | 20.5% |
| -2 | 538 | 14.7% |
PAY_5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2674482 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 1996 |
| Zeros (%) | 54.4% |
| Negative | 1296 |
| Negative (%) | 35.3% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1649636 |
|---|---|
| Coefficient of variation (CV) | -4.3558477 |
| Kurtosis | 4.6026359 |
| Mean | -0.2674482 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.1873709 |
| Sum | -981 |
| Variance | 1.3571403 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1996 | |
| -1 | 749 | 20.4% |
| -2 | 547 | 14.9% |
| 2 | 328 | 8.9% |
| 3 | 18 | 0.5% |
| 4 | 18 | 0.5% |
| 7 | 10 | 0.3% |
| 5 | 2 | 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 547 | 14.9% |
| -1 | 749 | 20.4% |
| 0 | 1996 | |
| 2 | 328 | 8.9% |
| 3 | 18 | 0.5% |
| 4 | 18 | 0.5% |
| 5 | 2 | 0.1% |
| 7 | 10 | 0.3% |
| Value | Count | Frequency (%) |
| 7 | 10 | 0.3% |
| 5 | 2 | 0.1% |
| 4 | 18 | 0.5% |
| 3 | 18 | 0.5% |
| 2 | 328 | 8.9% |
| 0 | 1996 | |
| -1 | 749 | 20.4% |
| -2 | 547 | 14.9% |
PAY_6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.29389313 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 1879 |
| Zeros (%) | 51.2% |
| Negative | 1393 |
| Negative (%) | 38.0% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1900395 |
|---|---|
| Coefficient of variation (CV) | -4.0492252 |
| Kurtosis | 4.3412627 |
| Mean | -0.29389313 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.1879815 |
| Sum | -1078 |
| Variance | 1.4161939 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1879 | |
| -1 | 810 | |
| -2 | 583 | 15.9% |
| 2 | 347 | 9.5% |
| 3 | 30 | 0.8% |
| 6 | 8 | 0.2% |
| 7 | 6 | 0.2% |
| 4 | 4 | 0.1% |
| 8 | 1 | < 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 583 | 15.9% |
| -1 | 810 | |
| 0 | 1879 | |
| 2 | 347 | 9.5% |
| 3 | 30 | 0.8% |
| 4 | 4 | 0.1% |
| 6 | 8 | 0.2% |
| 7 | 6 | 0.2% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 6 | 0.2% |
| 6 | 8 | 0.2% |
| 4 | 4 | 0.1% |
| 3 | 30 | 0.8% |
| 2 | 347 | 9.5% |
| 0 | 1879 | |
| -1 | 810 | |
| -2 | 583 | 15.9% |
BILL_AMT1
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2137 |
|---|---|
| Distinct (%) | 58.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51054.57 |
| Minimum | -14386 |
|---|---|
| Maximum | 964511 |
| Zeros | 244 |
| Zeros (%) | 6.7% |
| Negative | 83 |
| Negative (%) | 2.3% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -14386 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3096 |
| median | 21148 |
| Q3 | 63638.75 |
| 95-th percentile | 203183 |
| Maximum | 964511 |
| Range | 978897 |
| Interquartile range (IQR) | 60542.75 |
Descriptive statistics
| Standard deviation | 76373.892 |
|---|---|
| Coefficient of variation (CV) | 1.4959266 |
| Kurtosis | 13.444545 |
| Mean | 51054.57 |
| Median Absolute Deviation (MAD) | 20735.5 |
| Skewness | 2.9687536 |
| Sum | 1.8726816 × 108 |
| Variance | 5.8329714 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 244 | 6.7% |
| 390 | 31 | 0.8% |
| 780 | 12 | 0.3% |
| 316 | 11 | 0.3% |
| 396 | 10 | 0.3% |
| -200 | 8 | 0.2% |
| 291 | 7 | 0.2% |
| 2400 | 7 | 0.2% |
| 1261 | 6 | 0.2% |
| 326 | 6 | 0.2% |
| Other values (2127) | 3326 |
| Value | Count | Frequency (%) |
| -14386 | 2 | |
| -2000 | 3 | |
| -1886 | 1 | < 0.1% |
| -1540 | 2 | |
| -1312 | 2 | |
| -1100 | 2 | |
| -984 | 1 | < 0.1% |
| -946 | 2 | |
| -819 | 1 | < 0.1% |
| -800 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 964511 | 1 | |
| 546741 | 1 | |
| 507726 | 2 | |
| 507062 | 2 | |
| 495559 | 1 | |
| 485921 | 1 | |
| 482250 | 1 | |
| 471814 | 2 | |
| 467150 | 2 | |
| 459600 | 1 |
BILL_AMT2
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2091 |
|---|---|
| Distinct (%) | 57.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49166.293 |
| Minimum | -24704 |
|---|---|
| Maximum | 983931 |
| Zeros | 328 |
| Zeros (%) | 8.9% |
| Negative | 92 |
| Negative (%) | 2.5% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -24704 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3123 |
| median | 20417 |
| Q3 | 61162 |
| 95-th percentile | 196143 |
| Maximum | 983931 |
| Range | 1008635 |
| Interquartile range (IQR) | 58039 |
Descriptive statistics
| Standard deviation | 74703.121 |
|---|---|
| Coefficient of variation (CV) | 1.5193971 |
| Kurtosis | 15.094803 |
| Mean | 49166.293 |
| Median Absolute Deviation (MAD) | 20089 |
| Skewness | 3.1001486 |
| Sum | 1.8034196 × 108 |
| Variance | 5.5805563 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 328 | 8.9% |
| 390 | 17 | 0.5% |
| -200 | 14 | 0.4% |
| 316 | 13 | 0.4% |
| 291 | 10 | 0.3% |
| 780 | 9 | 0.2% |
| 326 | 8 | 0.2% |
| 300 | 8 | 0.2% |
| 396 | 7 | 0.2% |
| 2400 | 7 | 0.2% |
| Other values (2081) | 3247 |
| Value | Count | Frequency (%) |
| -24704 | 1 | |
| -13543 | 2 | |
| -9850 | 2 | |
| -2760 | 1 | |
| -2685 | 1 | |
| -2479 | 1 | |
| -2086 | 1 | |
| -2000 | 1 | |
| -1930 | 2 | |
| -1100 | 2 |
| Value | Count | Frequency (%) |
| 983931 | 1 | |
| 535509 | 1 | |
| 509229 | 2 | |
| 506260 | 2 | |
| 491956 | 2 | |
| 478380 | 2 | |
| 475931 | 1 | |
| 470915 | 1 | |
| 458862 | 2 | |
| 450047 | 1 |
BILL_AMT3
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2044 |
|---|---|
| Distinct (%) | 55.7% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45602.332 |
| Minimum | -9850 |
|---|---|
| Maximum | 548020 |
| Zeros | 384 |
| Zeros (%) | 10.5% |
| Negative | 82 |
| Negative (%) | 2.2% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -9850 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2252 |
| median | 19505 |
| Q3 | 56272.75 |
| 95-th percentile | 186452.55 |
| Maximum | 548020 |
| Range | 557870 |
| Interquartile range (IQR) | 54020.75 |
Descriptive statistics
| Standard deviation | 69402.889 |
|---|---|
| Coefficient of variation (CV) | 1.5219153 |
| Kurtosis | 10.55125 |
| Mean | 45602.332 |
| Median Absolute Deviation (MAD) | 19115 |
| Skewness | 2.8652667 |
| Sum | 1.6726935 × 108 |
| Variance | 4.8167609 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 384 | 10.5% |
| 390 | 31 | 0.8% |
| 780 | 11 | 0.3% |
| -2 | 9 | 0.2% |
| 291 | 9 | 0.2% |
| 316 | 8 | 0.2% |
| 396 | 7 | 0.2% |
| 2400 | 7 | 0.2% |
| 200 | 6 | 0.2% |
| -200 | 6 | 0.2% |
| Other values (2034) | 3190 |
| Value | Count | Frequency (%) |
| -9850 | 2 | |
| -6144 | 1 | |
| -3650 | 1 | |
| -2697 | 2 | |
| -2643 | 1 | |
| -2320 | 2 | |
| -2000 | 1 | |
| -1690 | 2 | |
| -1117 | 1 | |
| -946 | 2 |
| Value | Count | Frequency (%) |
| 548020 | 1 | |
| 535020 | 1 | |
| 499936 | 2 | |
| 479432 | 2 | |
| 471175 | 1 | |
| 469703 | 2 | |
| 460317 | 1 | |
| 455286 | 1 | |
| 453770 | 1 | |
| 445129 | 1 |
BILL_AMT4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2008 |
|---|---|
| Distinct (%) | 54.7% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41468.668 |
| Minimum | -7905 |
|---|---|
| Maximum | 891586 |
| Zeros | 424 |
| Zeros (%) | 11.6% |
| Negative | 84 |
| Negative (%) | 2.3% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -7905 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1741.5 |
| median | 17915 |
| Q3 | 49324 |
| 95-th percentile | 168644.4 |
| Maximum | 891586 |
| Range | 899491 |
| Interquartile range (IQR) | 47582.5 |
Descriptive statistics
| Standard deviation | 67774.637 |
|---|---|
| Coefficient of variation (CV) | 1.6343577 |
| Kurtosis | 20.350785 |
| Mean | 41468.668 |
| Median Absolute Deviation (MAD) | 17475.5 |
| Skewness | 3.6105903 |
| Sum | 1.5210707 × 108 |
| Variance | 4.5934014 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 424 | 11.6% |
| 390 | 25 | 0.7% |
| 316 | 15 | 0.4% |
| 291 | 10 | 0.3% |
| 326 | 9 | 0.2% |
| 300 | 8 | 0.2% |
| 2400 | 7 | 0.2% |
| 416 | 7 | 0.2% |
| 780 | 7 | 0.2% |
| -2 | 6 | 0.2% |
| Other values (1998) | 3150 |
| Value | Count | Frequency (%) |
| -7905 | 1 | |
| -3684 | 2 | |
| -3650 | 1 | |
| -3450 | 1 | |
| -2898 | 2 | |
| -2618 | 2 | |
| -2054 | 1 | |
| -2000 | 1 | |
| -1513 | 1 | |
| -1400 | 2 |
| Value | Count | Frequency (%) |
| 891586 | 1 | |
| 628699 | 2 | |
| 542653 | 2 | |
| 530672 | 1 | |
| 505507 | 2 | |
| 487066 | 2 | |
| 486776 | 1 | |
| 479978 | 2 | |
| 472621 | 1 | |
| 452162 | 1 |
BILL_AMT5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1983 |
|---|---|
| Distinct (%) | 54.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39896.161 |
| Minimum | -28335 |
|---|---|
| Maximum | 927171 |
| Zeros | 460 |
| Zeros (%) | 12.5% |
| Negative | 87 |
| Negative (%) | 2.4% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -28335 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1480.5 |
| median | 17616 |
| Q3 | 48449 |
| 95-th percentile | 168329 |
| Maximum | 927171 |
| Range | 955506 |
| Interquartile range (IQR) | 46968.5 |
Descriptive statistics
| Standard deviation | 63815.839 |
|---|---|
| Coefficient of variation (CV) | 1.5995484 |
| Kurtosis | 20.247809 |
| Mean | 39896.161 |
| Median Absolute Deviation (MAD) | 17220 |
| Skewness | 3.4404962 |
| Sum | 1.4633912 × 108 |
| Variance | 4.0724613 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 460 | 12.5% |
| 390 | 28 | 0.8% |
| 316 | 11 | 0.3% |
| 396 | 11 | 0.3% |
| 150 | 8 | 0.2% |
| 2400 | 7 | 0.2% |
| 2000 | 7 | 0.2% |
| 780 | 7 | 0.2% |
| 416 | 7 | 0.2% |
| 1261 | 6 | 0.2% |
| Other values (1973) | 3116 |
| Value | Count | Frequency (%) |
| -28335 | 2 | |
| -10213 | 1 | |
| -5000 | 2 | |
| -3876 | 1 | |
| -3650 | 1 | |
| -3450 | 1 | |
| -3272 | 2 | |
| -2946 | 1 | |
| -2153 | 1 | |
| -2000 | 1 |
| Value | Count | Frequency (%) |
| 927171 | 1 | |
| 503914 | 1 | |
| 484993 | 1 | |
| 484612 | 2 | |
| 483003 | 2 | |
| 471145 | 2 | |
| 440982 | 2 | |
| 392879 | 1 | |
| 392650 | 1 | |
| 377858 | 1 |
BILL_AMT6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1947 |
|---|---|
| Distinct (%) | 53.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38776.507 |
| Minimum | -339603 |
|---|---|
| Maximum | 961664 |
| Zeros | 532 |
| Zeros (%) | 14.5% |
| Negative | 71 |
| Negative (%) | 1.9% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 981.5 |
| median | 15837.5 |
| Q3 | 47550 |
| 95-th percentile | 168108.45 |
| Maximum | 961664 |
| Range | 1301267 |
| Interquartile range (IQR) | 46568.5 |
Descriptive statistics
| Standard deviation | 64744.765 |
|---|---|
| Coefficient of variation (CV) | 1.6696905 |
| Kurtosis | 23.443315 |
| Mean | 38776.507 |
| Median Absolute Deviation (MAD) | 15638 |
| Skewness | 3.4521135 |
| Sum | 1.4223223 × 108 |
| Variance | 4.1918845 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 532 | 14.5% |
| 390 | 22 | 0.6% |
| 780 | 16 | 0.4% |
| 150 | 13 | 0.4% |
| 316 | 12 | 0.3% |
| 291 | 11 | 0.3% |
| 326 | 11 | 0.3% |
| 396 | 7 | 0.2% |
| 2500 | 6 | 0.2% |
| -2 | 6 | 0.2% |
| Other values (1937) | 3032 |
| Value | Count | Frequency (%) |
| -339603 | 2 | |
| -16586 | 1 | |
| -11060 | 1 | |
| -4306 | 1 | |
| -3650 | 1 | |
| -3614 | 1 | |
| -3272 | 2 | |
| -2946 | 1 | |
| -2389 | 1 | |
| -2303 | 2 |
| Value | Count | Frequency (%) |
| 961664 | 1 | |
| 699944 | 1 | |
| 527711 | 1 | |
| 496915 | 1 | |
| 473944 | 2 | |
| 469961 | 2 | |
| 434715 | 2 | |
| 419643 | 2 | |
| 398478 | 1 | |
| 391336 | 1 |
PAY_AMT1
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1146 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5573.8424 |
| Minimum | 0 |
|---|---|
| Maximum | 239104 |
| Zeros | 667 |
| Zeros (%) | 18.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1000 |
| median | 2145 |
| Q3 | 5006 |
| 95-th percentile | 20000 |
| Maximum | 239104 |
| Range | 239104 |
| Interquartile range (IQR) | 4006 |
Descriptive statistics
| Standard deviation | 13736.634 |
|---|---|
| Coefficient of variation (CV) | 2.464482 |
| Kurtosis | 103.26738 |
| Mean | 5573.8424 |
| Median Absolute Deviation (MAD) | 1946 |
| Skewness | 8.5411615 |
| Sum | 20444854 |
| Variance | 1.8869512 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 667 | 18.2% |
| 2000 | 147 | 4.0% |
| 3000 | 102 | 2.8% |
| 5000 | 76 | 2.1% |
| 10000 | 64 | 1.7% |
| 1000 | 62 | 1.7% |
| 2500 | 60 | 1.6% |
| 1500 | 55 | 1.5% |
| 4000 | 47 | 1.3% |
| 1600 | 30 | 0.8% |
| Other values (1136) | 2358 |
| Value | Count | Frequency (%) |
| 0 | 667 | |
| 1 | 2 | 0.1% |
| 5 | 2 | 0.1% |
| 13 | 2 | 0.1% |
| 20 | 2 | 0.1% |
| 23 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 39 | 4 | 0.1% |
| 44 | 1 | < 0.1% |
| 92 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 239104 | 2 | |
| 210000 | 1 | |
| 199646 | 2 | |
| 163500 | 1 | |
| 160444 | 1 | |
| 140013 | 1 | |
| 120093 | 2 | |
| 120041 | 2 | |
| 100000 | 2 | |
| 90000 | 2 |
PAY_AMT2
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1129 |
|---|---|
| Distinct (%) | 30.8% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5131.4654 |
| Minimum | 0 |
|---|---|
| Maximum | 285138 |
| Zeros | 708 |
| Zeros (%) | 19.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 495 |
| median | 1972.5 |
| Q3 | 4913 |
| 95-th percentile | 18112 |
| Maximum | 285138 |
| Range | 285138 |
| Interquartile range (IQR) | 4418 |
Descriptive statistics
| Standard deviation | 14581.833 |
|---|---|
| Coefficient of variation (CV) | 2.8416508 |
| Kurtosis | 134.73837 |
| Mean | 5131.4654 |
| Median Absolute Deviation (MAD) | 1943.5 |
| Skewness | 9.9940173 |
| Sum | 18822215 |
| Variance | 2.1262984 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 708 | 19.3% |
| 2000 | 146 | 4.0% |
| 5000 | 95 | 2.6% |
| 1000 | 95 | 2.6% |
| 3000 | 94 | 2.6% |
| 1500 | 89 | 2.4% |
| 1200 | 39 | 1.1% |
| 4000 | 38 | 1.0% |
| 1400 | 34 | 0.9% |
| 390 | 34 | 0.9% |
| Other values (1119) | 2296 |
| Value | Count | Frequency (%) |
| 0 | 708 | |
| 1 | 4 | 0.1% |
| 2 | 4 | 0.1% |
| 3 | 2 | 0.1% |
| 5 | 4 | 0.1% |
| 7 | 3 | 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 2 | 0.1% |
| 11 | 2 | 0.1% |
| 12 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 285138 | 2 | |
| 199982 | 2 | |
| 182123 | 1 | |
| 180519 | 1 | |
| 177671 | 2 | |
| 170000 | 1 | |
| 167622 | 1 | |
| 145000 | 2 | |
| 129990 | 1 | |
| 121715 | 1 |
PAY_AMT3
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 1040 |
|---|---|
| Distinct (%) | 28.4% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4723.5365 |
| Minimum | 0 |
|---|---|
| Maximum | 896040 |
| Zeros | 798 |
| Zeros (%) | 21.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 240 |
| median | 1394.5 |
| Q3 | 4000 |
| 95-th percentile | 15310.3 |
| Maximum | 896040 |
| Range | 896040 |
| Interquartile range (IQR) | 3760 |
Descriptive statistics
| Standard deviation | 19414.123 |
|---|---|
| Coefficient of variation (CV) | 4.1100822 |
| Kurtosis | 1228.6441 |
| Mean | 4723.5365 |
| Median Absolute Deviation (MAD) | 1394.5 |
| Skewness | 28.75821 |
| Sum | 17325932 |
| Variance | 3.7690819 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 798 | 21.7% |
| 1000 | 172 | 4.7% |
| 2000 | 152 | 4.1% |
| 3000 | 100 | 2.7% |
| 5000 | 82 | 2.2% |
| 1500 | 55 | 1.5% |
| 4000 | 48 | 1.3% |
| 10000 | 44 | 1.2% |
| 6000 | 29 | 0.8% |
| 2500 | 29 | 0.8% |
| Other values (1030) | 2159 |
| Value | Count | Frequency (%) |
| 0 | 798 | |
| 2 | 2 | 0.1% |
| 3 | 2 | 0.1% |
| 4 | 2 | 0.1% |
| 5 | 3 | 0.1% |
| 6 | 1 | < 0.1% |
| 9 | 3 | 0.1% |
| 10 | 3 | 0.1% |
| 12 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 896040 | 1 | |
| 222750 | 2 | |
| 155000 | 1 | |
| 153400 | 1 | |
| 152618 | 2 | |
| 148307 | 1 | |
| 133657 | 2 | |
| 130000 | 2 | |
| 116446 | 1 | |
| 110699 | 1 |
PAY_AMT4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1034 |
|---|---|
| Distinct (%) | 28.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4828.5698 |
| Minimum | 0 |
|---|---|
| Maximum | 205000 |
| Zeros | 808 |
| Zeros (%) | 22.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 231.5 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 17024 |
| Maximum | 205000 |
| Range | 205000 |
| Interquartile range (IQR) | 3768.5 |
Descriptive statistics
| Standard deviation | 13764.722 |
|---|---|
| Coefficient of variation (CV) | 2.850683 |
| Kurtosis | 72.434939 |
| Mean | 4828.5698 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 7.5169861 |
| Sum | 17711194 |
| Variance | 1.8946757 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 808 | 22.0% |
| 1000 | 160 | 4.4% |
| 2000 | 142 | 3.9% |
| 3000 | 94 | 2.6% |
| 5000 | 91 | 2.5% |
| 1500 | 71 | 1.9% |
| 4000 | 49 | 1.3% |
| 500 | 41 | 1.1% |
| 2500 | 37 | 1.0% |
| 10000 | 36 | 1.0% |
| Other values (1024) | 2139 |
| Value | Count | Frequency (%) |
| 0 | 808 | |
| 2 | 5 | 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 2 | 0.1% |
| 6 | 6 | 0.2% |
| 7 | 2 | 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 2 | 0.1% |
| 17 | 2 | 0.1% |
| 21 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 205000 | 1 | < 0.1% |
| 188840 | 2 | |
| 178460 | 1 | < 0.1% |
| 171716 | 1 | < 0.1% |
| 161110 | 1 | < 0.1% |
| 159212 | 1 | < 0.1% |
| 146900 | 2 | |
| 125009 | 1 | < 0.1% |
| 107591 | 2 | |
| 100000 | 4 |
PAY_AMT5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1038 |
|---|---|
| Distinct (%) | 28.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5093.6881 |
| Minimum | 0 |
|---|---|
| Maximum | 332000 |
| Zeros | 827 |
| Zeros (%) | 22.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 214.25 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 16017.55 |
| Maximum | 332000 |
| Range | 332000 |
| Interquartile range (IQR) | 3785.75 |
Descriptive statistics
| Standard deviation | 17400.958 |
|---|---|
| Coefficient of variation (CV) | 3.4161805 |
| Kurtosis | 137.482 |
| Mean | 5093.6881 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.115542 |
| Sum | 18683648 |
| Variance | 3.0279335 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 827 | 22.5% |
| 1000 | 163 | 4.4% |
| 2000 | 123 | 3.4% |
| 3000 | 119 | 3.2% |
| 5000 | 77 | 2.1% |
| 1500 | 73 | 2.0% |
| 4000 | 48 | 1.3% |
| 2500 | 33 | 0.9% |
| 500 | 28 | 0.8% |
| 3500 | 27 | 0.7% |
| Other values (1028) | 2150 |
| Value | Count | Frequency (%) |
| 0 | 827 | |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 12 | 3 | 0.1% |
| 20 | 2 | 0.1% |
| 24 | 1 | < 0.1% |
| 32 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 332000 | 2 | |
| 326889 | 1 | |
| 200000 | 1 | |
| 195599 | 2 | |
| 184922 | 2 | |
| 162000 | 2 | |
| 161000 | 2 | |
| 160719 | 2 | |
| 158064 | 1 | |
| 145564 | 1 |
PAY_AMT6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 970 |
|---|---|
| Distinct (%) | 26.4% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5188.7181 |
| Minimum | 0 |
|---|---|
| Maximum | 528666 |
| Zeros | 949 |
| Zeros (%) | 25.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1338 |
| Q3 | 4000 |
| 95-th percentile | 15709.95 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 4000 |
Descriptive statistics
| Standard deviation | 20925.17 |
|---|---|
| Coefficient of variation (CV) | 4.0328207 |
| Kurtosis | 270.44793 |
| Mean | 5188.7181 |
| Median Absolute Deviation (MAD) | 1338 |
| Skewness | 13.813886 |
| Sum | 19032218 |
| Variance | 4.3786272 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 949 | |
| 1000 | 176 | 4.8% |
| 2000 | 163 | 4.4% |
| 5000 | 96 | 2.6% |
| 3000 | 94 | 2.6% |
| 1500 | 62 | 1.7% |
| 4000 | 57 | 1.6% |
| 10000 | 39 | 1.1% |
| 2500 | 37 | 1.0% |
| 6000 | 28 | 0.8% |
| Other values (960) | 1967 |
| Value | Count | Frequency (%) |
| 0 | 949 | |
| 1 | 3 | 0.1% |
| 3 | 3 | 0.1% |
| 4 | 2 | 0.1% |
| 5 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 12 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 528666 | 2 | |
| 345293 | 2 | |
| 223833 | 1 | |
| 208896 | 1 | |
| 185652 | 2 | |
| 175000 | 1 | |
| 173869 | 1 | |
| 171944 | 2 | |
| 167000 | 2 | |
| 159753 | 1 |
default payment next month
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 28.8 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 11004 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 2873 | |
| 0.0 | 795 | 21.7% |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 2873 | |
| 0.0 | 795 | 21.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4463 | |
| . | 3668 | |
| 1 | 2873 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7336 | |
| Other Punctuation | 3668 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4463 | |
| 1 | 2873 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3668 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11004 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4463 | |
| . | 3668 | |
| 1 | 2873 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11004 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4463 | |
| . | 3668 | |
| 1 | 2873 |
| AGE | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | EDUCATION | LIMIT_BAL | MARRIAGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | SEX | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | 0.011 | 0.010 | 0.015 | 0.011 | 0.008 | 0.008 | 0.184 | 0.218 | 0.307 | -0.043 | -0.072 | -0.076 | -0.062 | -0.056 | -0.053 | 0.046 | 0.081 | 0.043 | 0.015 | 0.041 | 0.051 | 0.107 | 0.077 |
| BILL_AMT1 | 0.011 | 1.000 | 0.913 | 0.860 | 0.815 | 0.779 | 0.754 | 0.035 | 0.075 | 0.020 | 0.276 | 0.583 | 0.542 | 0.531 | 0.515 | 0.516 | 0.517 | 0.477 | 0.488 | 0.455 | 0.438 | 0.441 | 0.073 | 0.032 |
| BILL_AMT2 | 0.010 | 0.913 | 1.000 | 0.901 | 0.848 | 0.802 | 0.778 | 0.041 | 0.087 | 0.000 | 0.296 | 0.567 | 0.600 | 0.563 | 0.540 | 0.540 | 0.651 | 0.491 | 0.506 | 0.466 | 0.454 | 0.466 | 0.082 | 0.024 |
| BILL_AMT3 | 0.015 | 0.860 | 0.901 | 1.000 | 0.908 | 0.856 | 0.821 | 0.076 | 0.095 | 0.000 | 0.287 | 0.535 | 0.577 | 0.646 | 0.607 | 0.593 | 0.542 | 0.637 | 0.529 | 0.500 | 0.491 | 0.504 | 0.057 | 0.036 |
| BILL_AMT4 | 0.011 | 0.815 | 0.848 | 0.908 | 1.000 | 0.897 | 0.845 | 0.037 | 0.092 | 0.025 | 0.286 | 0.534 | 0.562 | 0.639 | 0.669 | 0.630 | 0.498 | 0.564 | 0.650 | 0.508 | 0.494 | 0.516 | 0.038 | 0.036 |
| BILL_AMT5 | 0.008 | 0.779 | 0.802 | 0.856 | 0.897 | 1.000 | 0.891 | 0.026 | 0.090 | 0.039 | 0.283 | 0.507 | 0.539 | 0.601 | 0.630 | 0.683 | 0.466 | 0.525 | 0.556 | 0.662 | 0.504 | 0.541 | 0.044 | 0.032 |
| BILL_AMT6 | 0.008 | 0.754 | 0.778 | 0.821 | 0.845 | 0.891 | 1.000 | 0.042 | 0.092 | 0.010 | 0.291 | 0.488 | 0.518 | 0.573 | 0.587 | 0.652 | 0.452 | 0.503 | 0.525 | 0.575 | 0.669 | 0.545 | 0.058 | 0.058 |
| EDUCATION | 0.184 | 0.035 | 0.041 | 0.076 | 0.037 | 0.026 | 0.042 | 1.000 | -0.194 | 0.512 | 0.120 | 0.198 | 0.178 | 0.167 | 0.141 | 0.160 | -0.007 | -0.020 | -0.026 | 0.024 | 0.006 | -0.005 | 0.708 | 0.060 |
| LIMIT_BAL | 0.218 | 0.075 | 0.087 | 0.095 | 0.092 | 0.090 | 0.092 | -0.194 | 1.000 | 0.094 | -0.209 | -0.295 | -0.286 | -0.271 | -0.269 | -0.262 | 0.296 | 0.272 | 0.282 | 0.247 | 0.300 | 0.320 | 0.090 | 0.062 |
| MARRIAGE | 0.307 | 0.020 | 0.000 | 0.000 | 0.025 | 0.039 | 0.010 | 0.512 | 0.094 | 1.000 | 0.036 | 0.049 | 0.046 | 0.057 | 0.053 | 0.052 | -0.039 | -0.038 | -0.037 | -0.015 | -0.049 | -0.042 | 0.708 | 0.037 |
| PAY_0 | -0.043 | 0.276 | 0.296 | 0.287 | 0.286 | 0.283 | 0.291 | 0.120 | -0.209 | 0.036 | 1.000 | 0.561 | 0.498 | 0.446 | 0.425 | 0.416 | -0.105 | -0.062 | -0.039 | -0.012 | -0.020 | -0.024 | 0.054 | 0.376 |
| PAY_2 | -0.072 | 0.583 | 0.567 | 0.535 | 0.534 | 0.507 | 0.488 | 0.198 | -0.295 | 0.049 | 0.561 | 1.000 | 0.798 | 0.705 | 0.691 | 0.662 | 0.048 | 0.108 | 0.144 | 0.123 | 0.103 | 0.131 | 0.063 | 0.276 |
| PAY_3 | -0.076 | 0.542 | 0.600 | 0.577 | 0.562 | 0.539 | 0.518 | 0.178 | -0.286 | 0.046 | 0.498 | 0.798 | 1.000 | 0.808 | 0.729 | 0.691 | 0.250 | 0.063 | 0.142 | 0.156 | 0.147 | 0.152 | 0.064 | 0.263 |
| PAY_4 | -0.062 | 0.531 | 0.563 | 0.646 | 0.639 | 0.601 | 0.573 | 0.167 | -0.271 | 0.057 | 0.446 | 0.705 | 0.808 | 1.000 | 0.834 | 0.754 | 0.189 | 0.269 | 0.125 | 0.180 | 0.176 | 0.205 | 0.058 | 0.225 |
| PAY_5 | -0.056 | 0.515 | 0.540 | 0.607 | 0.669 | 0.630 | 0.587 | 0.141 | -0.269 | 0.053 | 0.425 | 0.691 | 0.729 | 0.834 | 1.000 | 0.820 | 0.164 | 0.246 | 0.294 | 0.126 | 0.192 | 0.216 | 0.062 | 0.253 |
| PAY_6 | -0.053 | 0.516 | 0.540 | 0.593 | 0.630 | 0.683 | 0.652 | 0.160 | -0.262 | 0.052 | 0.416 | 0.662 | 0.691 | 0.754 | 0.820 | 1.000 | 0.166 | 0.232 | 0.260 | 0.317 | 0.160 | 0.239 | 0.073 | 0.183 |
| PAY_AMT1 | 0.046 | 0.517 | 0.651 | 0.542 | 0.498 | 0.466 | 0.452 | -0.007 | 0.296 | -0.039 | -0.105 | 0.048 | 0.250 | 0.189 | 0.164 | 0.166 | 1.000 | 0.471 | 0.512 | 0.453 | 0.471 | 0.455 | 0.000 | 0.062 |
| PAY_AMT2 | 0.081 | 0.477 | 0.491 | 0.637 | 0.564 | 0.525 | 0.503 | -0.020 | 0.272 | -0.038 | -0.062 | 0.108 | 0.063 | 0.269 | 0.246 | 0.232 | 0.471 | 1.000 | 0.534 | 0.529 | 0.502 | 0.508 | 0.029 | 0.054 |
| PAY_AMT3 | 0.043 | 0.488 | 0.506 | 0.529 | 0.650 | 0.556 | 0.525 | -0.026 | 0.282 | -0.037 | -0.039 | 0.144 | 0.142 | 0.125 | 0.294 | 0.260 | 0.512 | 0.534 | 1.000 | 0.510 | 0.517 | 0.519 | 0.028 | 0.000 |
| PAY_AMT4 | 0.015 | 0.455 | 0.466 | 0.500 | 0.508 | 0.662 | 0.575 | 0.024 | 0.247 | -0.015 | -0.012 | 0.123 | 0.156 | 0.180 | 0.126 | 0.317 | 0.453 | 0.529 | 0.510 | 1.000 | 0.513 | 0.545 | 0.021 | 0.032 |
| PAY_AMT5 | 0.041 | 0.438 | 0.454 | 0.491 | 0.494 | 0.504 | 0.669 | 0.006 | 0.300 | -0.049 | -0.020 | 0.103 | 0.147 | 0.176 | 0.192 | 0.160 | 0.471 | 0.502 | 0.517 | 0.513 | 1.000 | 0.543 | 0.070 | 0.037 |
| PAY_AMT6 | 0.051 | 0.441 | 0.466 | 0.504 | 0.516 | 0.541 | 0.545 | -0.005 | 0.320 | -0.042 | -0.024 | 0.131 | 0.152 | 0.205 | 0.216 | 0.239 | 0.455 | 0.508 | 0.519 | 0.545 | 0.543 | 1.000 | 0.029 | 0.041 |
| SEX | 0.107 | 0.073 | 0.082 | 0.057 | 0.038 | 0.044 | 0.058 | 0.708 | 0.090 | 0.708 | 0.054 | 0.063 | 0.064 | 0.058 | 0.062 | 0.073 | 0.000 | 0.029 | 0.028 | 0.021 | 0.070 | 0.029 | 1.000 | 0.000 |
| default payment next month | 0.077 | 0.032 | 0.024 | 0.036 | 0.036 | 0.032 | 0.058 | 0.060 | 0.062 | 0.037 | 0.376 | 0.276 | 0.263 | 0.225 | 0.253 | 0.183 | 0.062 | 0.054 | 0.000 | 0.032 | 0.037 | 0.041 | 0.000 | 1.000 |
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 20000.0 | female | university | 1 | 24.0 | 2.0 | 2.0 | -1.0 | -1.0 | -2.0 | -2.0 | 3913.0 | 3102.0 | 689.0 | 0.0 | 0.0 | 0.0 | 0.0 | 689.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | 120000.0 | female | university | 2 | 26.0 | -1.0 | 2.0 | 0.0 | 0.0 | 0.0 | 2.0 | 2682.0 | 1725.0 | 2682.0 | 3272.0 | 3455.0 | 3261.0 | 0.0 | 1000.0 | 1000.0 | 1000.0 | 0.0 | 2000.0 | 0.0 |
| 3 | 90000.0 | female | university | 2 | 34.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 29239.0 | 14027.0 | 13559.0 | 14331.0 | 14948.0 | 15549.0 | 1518.0 | 1500.0 | 1000.0 | 1000.0 | 1000.0 | 5000.0 | 1.0 |
| 4 | 50000.0 | female | university | 1 | 37.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 46990.0 | 48233.0 | 49291.0 | 28314.0 | 28959.0 | 29547.0 | 2000.0 | 2019.0 | 1200.0 | 1100.0 | 1069.0 | 1000.0 | 1.0 |
| 5 | 50000.0 | male | university | 1 | 57.0 | -1.0 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 8617.0 | 5670.0 | 35835.0 | 20940.0 | 19146.0 | 19131.0 | 2000.0 | 36681.0 | 10000.0 | 9000.0 | 689.0 | 679.0 | 1.0 |
| 6 | 50000.0 | male | graduate school | 2 | 37.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 64400.0 | 57069.0 | 57608.0 | 19394.0 | 19619.0 | 20024.0 | 2500.0 | 1815.0 | 657.0 | 1000.0 | 1000.0 | 800.0 | 1.0 |
| 7 | 500000.0 | male | graduate school | 2 | 29.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 367965.0 | 412023.0 | 445007.0 | 542653.0 | 483003.0 | 473944.0 | 55000.0 | 40000.0 | 38000.0 | 20239.0 | 13750.0 | 13770.0 | 1.0 |
| 8 | 100000.0 | female | university | 2 | 23.0 | 0.0 | -1.0 | -1.0 | 0.0 | 0.0 | -1.0 | 11876.0 | 380.0 | 601.0 | 221.0 | -159.0 | 567.0 | 380.0 | 601.0 | 0.0 | 581.0 | 1687.0 | 1542.0 | 1.0 |
| 9 | 140000.0 | female | high school | 1 | 28.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 11285.0 | 14096.0 | 12108.0 | 12211.0 | 11793.0 | 3719.0 | 3329.0 | 0.0 | 432.0 | 1000.0 | 1000.0 | 1000.0 | 1.0 |
| 10 | 20000.0 | male | high school | 2 | 35.0 | -2.0 | -2.0 | -2.0 | -2.0 | -1.0 | -1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 13007.0 | 13912.0 | 0.0 | 0.0 | 0.0 | 13007.0 | 1122.0 | 0.0 | 1.0 |
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3660 | 380000.0 | male | university | 1 | 50.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 385662.0 | 294826.0 | 220022.0 | 154283.0 | 35270.0 | 332270.0 | 12020.0 | 9009.0 | 6109.0 | 3000.0 | 332000.0 | 12000.0 | 0.0 |
| 3661 | 50000.0 | male | university | 1 | 44.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 45335.0 | 46027.0 | 30286.0 | 26275.0 | 26823.0 | 27371.0 | 1524.0 | 1427.0 | 941.0 | 972.0 | 992.0 | 1000.0 | 1.0 |
| 3662 | 150000.0 | female | high school | 1 | 43.0 | -1.0 | -1.0 | 2.0 | 0.0 | -1.0 | -1.0 | 264.0 | 948.0 | 632.0 | 316.0 | 316.0 | 1414.0 | 1000.0 | 0.0 | 0.0 | 316.0 | 1414.0 | 0.0 | 0.0 |
| 3663 | 220000.0 | male | university | 2 | 29.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 122286.0 | 122839.0 | 123035.0 | 114385.0 | 115903.0 | 118528.0 | 5008.0 | 5007.0 | 6007.0 | 5000.0 | 4700.0 | 5503.0 | 1.0 |
| 3664 | 80000.0 | female | other | 2 | 27.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 45268.0 | 47140.0 | 47411.0 | 48443.0 | 49478.0 | 43264.0 | 2600.0 | 1800.0 | 1700.0 | 1700.0 | 1700.0 | 1300.0 | 1.0 |
| 3665 | 220000.0 | female | university | 1 | 32.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 194961.0 | 197536.0 | 203251.0 | 208355.0 | 213015.0 | 217475.0 | 7200.0 | 9000.0 | 10000.0 | 8000.0 | 8010.0 | 8500.0 | 1.0 |
| 3666 | 70000.0 | female | university | 2 | 34.0 | 1.0 | 2.0 | 2.0 | 2.0 | 0.0 | 0.0 | 24208.0 | 25015.0 | 27189.0 | 26456.0 | 28361.0 | 31873.0 | 1500.0 | 2900.0 | 0.0 | 2500.0 | 4000.0 | 0.0 | 1.0 |
| 3667 | 120000.0 | male | university | 2 | 37.0 | -1.0 | 2.0 | 0.0 | 0.0 | 0.0 | 2.0 | 16241.0 | 16680.0 | 17695.0 | 17901.0 | 19608.0 | 19143.0 | 1000.0 | 1600.0 | 800.0 | 2000.0 | 0.0 | 1600.0 | 0.0 |
| 3668 | 180000.0 | female | university | 2 | 32.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 20730.0 | 17107.0 | 35884.0 | 31057.0 | 29052.0 | 25933.0 | 1582.0 | 30000.0 | 1000.0 | 1000.0 | 1000.0 | 1000.0 | 1.0 |
| 3669 | 50000.0 | female | high school | 1 | 57.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 49017.0 | 50690.0 | 47487.0 | 48319.0 | 48449.0 | 49656.0 | 2500.0 | 2000.0 | 2000.0 | 1746.0 | 2000.0 | 1800.0 | 1.0 |
Most frequently occurring
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default payment next month | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10000.0 | female | high school | 2 | 22.0 | 0.0 | 0.0 | 0.0 | 0.0 | -2.0 | -2.0 | 8109.0 | 9778.0 | 8259.0 | 0.0 | 0.0 | 0.0 | 2000.0 | 1036.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2 |
| 1 | 10000.0 | female | university | 1 | 31.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 15915.0 | 9050.0 | 9901.0 | 9975.0 | 9736.0 | 8703.0 | 2330.0 | 2200.0 | 1000.0 | 333.0 | 311.0 | 322.0 | 1.0 | 2 |
| 2 | 10000.0 | female | university | 2 | 22.0 | 1.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10250.0 | 8558.0 | 10525.0 | 10050.0 | 9903.0 | 9984.0 | 0.0 | 2126.0 | 390.0 | 328.0 | 476.0 | 1287.0 | 1.0 | 2 |
| 3 | 10000.0 | male | high school | 2 | 23.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 6974.0 | 7838.0 | 9002.0 | 9182.0 | 9729.0 | 9411.0 | 1134.0 | 1298.0 | 478.0 | 847.0 | 0.0 | 175.0 | 1.0 | 2 |
| 4 | 10000.0 | male | high school | 2 | 35.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7877.0 | 8918.0 | 9864.0 | 9673.0 | 9414.0 | 9156.0 | 1174.0 | 1120.0 | 310.0 | 316.0 | 1000.0 | 2000.0 | 1.0 | 2 |
| 5 | 10000.0 | male | university | 1 | 32.0 | 1.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | 8425.0 | 8148.0 | 9481.0 | 9180.0 | 10052.0 | 10091.0 | 0.0 | 1632.0 | 0.0 | 1022.0 | 350.0 | 0.0 | 1.0 | 2 |
| 6 | 10000.0 | male | university | 1 | 45.0 | 0.0 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 7139.0 | 8416.0 | 9815.0 | 9508.0 | 9754.0 | 10192.0 | 1400.0 | 1700.0 | 0.0 | 400.0 | 600.0 | 200.0 | 0.0 | 2 |
| 7 | 10000.0 | male | university | 1 | 56.0 | 2.0 | 2.0 | 2.0 | 0.0 | 0.0 | 0.0 | 2097.0 | 4193.0 | 3978.0 | 4062.0 | 4196.0 | 4326.0 | 2300.0 | 0.0 | 150.0 | 200.0 | 200.0 | 160.0 | 0.0 | 2 |
| 8 | 10000.0 | male | university | 2 | 22.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1877.0 | 3184.0 | 6003.0 | 3576.0 | 3670.0 | 4451.0 | 1500.0 | 2927.0 | 1000.0 | 300.0 | 1000.0 | 500.0 | 1.0 | 2 |
| 9 | 10000.0 | male | university | 2 | 22.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7960.0 | 9649.0 | 8518.0 | 8628.0 | 9293.0 | 5033.0 | 2000.0 | 1000.0 | 500.0 | 1500.0 | 0.0 | 2500.0 | 0.0 | 2 |